fitbit

Dataset statistics

Number of variables	15
Number of observations	940
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	110.3 KiB
Average record size in memory	120.1 B

Variable types

NUM	14
CAT	1

Warnings

`TotalDistance` is highly correlated with `TotalSteps` and 1 other fields	High correlation
`TotalSteps` is highly correlated with `TotalDistance` and 1 other fields	High correlation
`TrackerDistance` is highly correlated with `TotalSteps` and 1 other fields	High correlation
`FairlyActiveMinutes` is highly correlated with `ModeratelyActiveDistance`	High correlation
`ModeratelyActiveDistance` is highly correlated with `FairlyActiveMinutes`	High correlation
`ActivityDate` is uniformly distributed	Uniform
`TotalSteps` has 77 (8.2%) zeros	Zeros
`TotalDistance` has 78 (8.3%) zeros	Zeros
`TrackerDistance` has 78 (8.3%) zeros	Zeros
`LoggedActivitiesDistance` has 908 (96.6%) zeros	Zeros
`VeryActiveDistance` has 413 (43.9%) zeros	Zeros
`ModeratelyActiveDistance` has 386 (41.1%) zeros	Zeros
`LightActiveDistance` has 85 (9.0%) zeros	Zeros
`SedentaryActiveDistance` has 858 (91.3%) zeros	Zeros
`VeryActiveMinutes` has 409 (43.5%) zeros	Zeros
`FairlyActiveMinutes` has 384 (40.9%) zeros	Zeros
`LightlyActiveMinutes` has 84 (8.9%) zeros	Zeros

Reproduction

Analysis started	2022-06-30 11:18:13.694073
Analysis finished	2022-06-30 11:18:37.865206
Duration	24.17 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Id
Real number (ℝ_≥0)

Distinct	33
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4855407369
Minimum	1503960366
Maximum	8877689391
Zeros	0
Zeros (%)	0.0%
Memory size	7.3 KiB

Quantile statistics

Minimum	1503960366
5-th percentile	1624580081
Q1	2320127002
median	4445114986
Q3	6962181067
95-th percentile	8792009665
Maximum	8877689391
Range	7373729025
Interquartile range (IQR)	4642054065

Descriptive statistics

Standard deviation	2424805476
Coefficient of variation (CV)	0.4994030966
Kurtosis	-1.273030694
Mean	4855407369
Median Absolute Deviation (MAD)	2418762951
Skewness	0.1771248993
Sum	4.564082927e+12
Variance	5.879681595e+18
Monotocity	Increasing

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
1503960366	31	3.3%
4319703577	31	3.3%
8583815059	31	3.3%
8378563200	31	3.3%
8053475328	31	3.3%
7086361926	31	3.3%
6962181067	31	3.3%
5553957443	31	3.3%
4702921684	31	3.3%
4558609924	31	3.3%
Other values (23)	630	67.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1503960366	31	3.3%
1624580081	31	3.3%
1644430081	30	3.2%
1844505072	31	3.3%
1927972279	31	3.3%

Value	Count	Frequency (%)
8877689391	31	3.3%
8792009665	29	3.1%
8583815059	31	3.3%
8378563200	31	3.3%
8253242879	19	2.0%

ActivityDate
Categorical

UNIFORM

Distinct	31
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	7.3 KiB

4/12/2016	33
4/14/2016	33
4/15/2016	33
4/13/2016	33
4/23/2016	32
Other values (26)	776

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
4/12/2016	33	3.5%
4/14/2016	33	3.5%
4/15/2016	33	3.5%
4/13/2016	33	3.5%
4/23/2016	32	3.4%
4/29/2016	32	3.4%
4/28/2016	32	3.4%
4/26/2016	32	3.4%
4/25/2016	32	3.4%
4/24/2016	32	3.4%
Other values (21)	616	65.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	9
Mean length	8.725531915
Min length	8

TotalSteps
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	842
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7637.910638
Minimum	0
Maximum	36019
Zeros	77
Zeros (%)	8.2%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3789.75
median	7405.5
Q3	10727
95-th percentile	15485.1
Maximum	36019
Range	36019
Interquartile range (IQR)	6937.25

Descriptive statistics

Standard deviation	5087.150742
Coefficient of variation (CV)	0.6660395732
Kurtosis	1.169111169
Mean	7637.910638
Median Absolute Deviation (MAD)	3446.5
Skewness	0.6528949353
Sum	7179636
Variance	25879102.67
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	77	8.2%
244	2	0.2%
6708	2	0.2%
9167	2	0.2%
6175	2	0.2%
10538	2	0.2%
1510	2	0.2%
8538	2	0.2%
7937	2	0.2%
4363	2	0.2%
Other values (832)	845	89.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	77	8.2%
4	1	0.1%
8	1	0.1%
9	1	0.1%
16	1	0.1%

Value	Count	Frequency (%)
36019	1	0.1%
29326	1	0.1%
27745	1	0.1%
23629	1	0.1%
23186	1	0.1%

TotalDistance
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	615
Distinct (%)	65.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.489702122
Minimum	0
Maximum	28.03000069
Zeros	78
Zeros (%)	8.3%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.619999886
median	5.244999886
Q3	7.712499976
95-th percentile	11.65649963
Maximum	28.03000069
Range	28.03000069
Interquartile range (IQR)	5.09250009

Descriptive statistics

Standard deviation	3.924605909
Coefficient of variation (CV)	0.7149032537
Kurtosis	3.113018353
Mean	5.489702122
Median Absolute Deviation (MAD)	2.560000062
Skewness	1.126273627
Sum	5160.319995
Variance	15.40253154
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	8.3%
2.599999905	5	0.5%
0.01	5	0.5%
3.910000086	4	0.4%
4.949999809	4	0.4%
1.789999962	4	0.4%
4.329999924	4	0.4%
2.680000067	4	0.4%
3.50999999	4	0.4%
4.900000095	4	0.4%
Other values (605)	824	87.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	78	8.3%
0.01	5	0.5%
0.02	1	0.1%
0.029999999	2	0.2%
0.039999999	1	0.1%

Value	Count	Frequency (%)
28.03000069	1	0.1%
26.71999931	1	0.1%
25.29000092	1	0.1%
20.64999962	1	0.1%
20.39999962	1	0.1%

TrackerDistance
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	613
Distinct (%)	65.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.475351058
Minimum	0
Maximum	28.03000069
Zeros	78
Zeros (%)	8.3%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.619999886
median	5.244999886
Q3	7.710000038
95-th percentile	11.65649963
Maximum	28.03000069
Range	28.03000069
Interquartile range (IQR)	5.090000152

Descriptive statistics

Standard deviation	3.907275943
Coefficient of variation (CV)	0.7136119496
Kurtosis	3.20388914
Mean	5.475351058
Median Absolute Deviation (MAD)	2.555000305
Skewness	1.134549615
Sum	5146.829994
Variance	15.2668053
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78	8.3%
2.599999905	5	0.5%
0.01	5	0.5%
3.910000086	4	0.4%
2.680000067	4	0.4%
1.789999962	4	0.4%
4.329999924	4	0.4%
4.949999809	4	0.4%
3.50999999	4	0.4%
8.739999771	4	0.4%
Other values (603)	824	87.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	78	8.3%
0.01	5	0.5%
0.02	1	0.1%
0.029999999	2	0.2%
0.039999999	1	0.1%

Value	Count	Frequency (%)
28.03000069	1	0.1%
26.71999931	1	0.1%
25.29000092	1	0.1%
20.64999962	1	0.1%
20.39999962	1	0.1%

LoggedActivitiesDistance
Real number (ℝ_≥0)

ZEROS

Distinct	19
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1081709399
Minimum	0
Maximum	4.94214201
Zeros	908
Zeros (%)	96.6%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4.94214201
Range	4.94214201
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6198965182
Coefficient of variation (CV)	5.730712138
Kurtosis	41.29594078
Mean	0.1081709399
Median Absolute Deviation (MAD)	0
Skewness	6.297440367
Sum	101.6806835
Variance	0.3842716933
Monotocity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	908	96.6%
2.092147112	9	1.0%
2.253081083	7	0.7%
4.081692219	1	0.1%
4.861792088	1	0.1%
4.878232002	1	0.1%
4.912367821	1	0.1%
2.832325935	1	0.1%
4.911146164	1	0.1%
4.885604858	1	0.1%
Other values (9)	9	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	908	96.6%
1.959596038	1	0.1%
2.092147112	9	1.0%
2.253081083	7	0.7%
2.785175085	1	0.1%

Value	Count	Frequency (%)
4.94214201	1	0.1%
4.930550098	1	0.1%
4.924840927	1	0.1%
4.912367821	1	0.1%
4.911146164	1	0.1%

VeryActiveDistance
Real number (ℝ_≥0)

ZEROS

Distinct	333
Distinct (%)	35.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.502680851
Minimum	0
Maximum	21.92000008
Zeros	413
Zeros (%)	43.9%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.209999993
Q3	2.05249995
95-th percentile	6.403000092
Maximum	21.92000008
Range	21.92000008
Interquartile range (IQR)	2.05249995

Descriptive statistics

Standard deviation	2.658941165
Coefficient of variation (CV)	1.769464995
Kurtosis	11.9109508
Mean	1.502680851
Median Absolute Deviation (MAD)	0.209999993
Skewness	2.996169988
Sum	1412.52
Variance	7.069968118
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	413	43.9%
0.07	9	1.0%
0.059999999	6	0.6%
0.140000001	5	0.5%
0.330000013	5	0.5%
0.340000004	4	0.4%
1.059999943	4	0.4%
0.360000014	4	0.4%
1.00999999	4	0.4%
2.789999962	4	0.4%
Other values (323)	482	51.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	413	43.9%
0.02	2	0.2%
0.039999999	1	0.1%
0.050000001	3	0.3%
0.059999999	6	0.6%

Value	Count	Frequency (%)
21.92000008	1	0.1%
21.65999985	1	0.1%
13.39999962	1	0.1%
13.26000023	1	0.1%
13.23999977	1	0.1%

ModeratelyActiveDistance
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	211
Distinct (%)	22.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5675425514
Minimum	0
Maximum	6.480000019
Zeros	386
Zeros (%)	41.1%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.239999995
Q3	0.800000012
95-th percentile	2.130000114
Maximum	6.480000019
Range	6.480000019
Interquartile range (IQR)	0.800000012

Descriptive statistics

Standard deviation	0.8835803192
Coefficient of variation (CV)	1.556852992
Kurtosis	10.12562853
Mean	0.5675425514
Median Absolute Deviation (MAD)	0.239999995
Skewness	2.771193607
Sum	533.4899983
Variance	0.7807141804
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	386	41.1%
0.200000003	9	1.0%
0.280000001	9	1.0%
0.400000006	9	1.0%
0.25	8	0.9%
0.310000002	8	0.9%
0.930000007	8	0.9%
0.419999987	8	0.9%
0.270000011	7	0.7%
0.569999993	7	0.7%
Other values (201)	481	51.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	386	41.1%
0.01	1	0.1%
0.02	1	0.1%
0.029999999	3	0.3%
0.039999999	3	0.3%

Value	Count	Frequency (%)
6.480000019	1	0.1%
6.210000038	1	0.1%
5.599999905	1	0.1%
5.400000095	1	0.1%
5.239999771	1	0.1%

LightActiveDistance
Real number (ℝ_≥0)

ZEROS

Distinct	491
Distinct (%)	52.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.340819149
Minimum	0
Maximum	10.71000004
Zeros	85
Zeros (%)	9.0%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.945000023
median	3.364999891
Q3	4.782500148
95-th percentile	6.462000036
Maximum	10.71000004
Range	10.71000004
Interquartile range (IQR)	2.837500125

Descriptive statistics

Standard deviation	2.040655388
Coefficient of variation (CV)	0.6108248598
Kurtosis	-0.1803002748
Mean	3.340819149
Median Absolute Deviation (MAD)	1.420000195
Skewness	0.1822474682
Sum	3140.37
Variance	4.164274413
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	9.0%
4.179999828	6	0.6%
3.170000076	6	0.6%
4.880000114	6	0.6%
3.230000019	6	0.6%
3.940000057	5	0.5%
3.25999999	5	0.5%
0.01	5	0.5%
4.460000038	5	0.5%
5.409999847	5	0.5%
Other values (481)	806	85.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	85	9.0%
0.01	5	0.5%
0.02	1	0.1%
0.029999999	3	0.3%
0.039999999	1	0.1%

Value	Count	Frequency (%)
10.71000004	1	0.1%
10.56999969	1	0.1%
10.30000019	1	0.1%
9.479999542	1	0.1%
9.460000038	1	0.1%

SedentaryActiveDistance
Real number (ℝ_≥0)

ZEROS

Distinct	9
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.001606382977
Minimum	0
Maximum	0.109999999
Zeros	858
Zeros (%)	91.3%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.01
Maximum	0.109999999
Range	0.109999999
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.007346176309
Coefficient of variation (CV)	4.573116384
Kurtosis	99.12744363
Mean	0.001606382977
Median Absolute Deviation (MAD)	0
Skewness	8.589899015
Sum	1.509999998
Variance	5.396630636e-05
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	858	91.3%
0.01	50	5.3%
0.02	21	2.2%
0.029999999	4	0.4%
0.050000001	3	0.3%
0.07	1	0.1%
0.039999999	1	0.1%
0.109999999	1	0.1%
0.100000001	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	858	91.3%
0.01	50	5.3%
0.02	21	2.2%
0.029999999	4	0.4%
0.039999999	1	0.1%

Value	Count	Frequency (%)
0.109999999	1	0.1%
0.100000001	1	0.1%
0.07	1	0.1%
0.050000001	3	0.3%
0.039999999	1	0.1%

VeryActiveMinutes
Real number (ℝ_≥0)

ZEROS

Distinct	122
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	21.16489362
Minimum	0
Maximum	210
Zeros	409
Zeros (%)	43.5%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	32
95-th percentile	93.05
Maximum	210
Range	210
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	32.84480306
Coefficient of variation (CV)	1.551852972
Kurtosis	5.778070106
Mean	21.16489362
Median Absolute Deviation (MAD)	4
Skewness	2.176143214
Sum	19895
Variance	1078.781088
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	409	43.5%
1	23	2.4%
2	18	1.9%
3	16	1.7%
8	15	1.6%
6	14	1.5%
11	14	1.5%
19	13	1.4%
5	13	1.4%
14	12	1.3%
Other values (112)	393	41.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	409	43.5%
1	23	2.4%
2	18	1.9%
3	16	1.7%
4	10	1.1%

Value	Count	Frequency (%)
210	1	0.1%
207	1	0.1%
200	1	0.1%
194	1	0.1%
186	1	0.1%

FairlyActiveMinutes
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	81
Distinct (%)	8.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.56489362
Minimum	0
Maximum	143
Zeros	384
Zeros (%)	40.9%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6
Q3	19
95-th percentile	51
Maximum	143
Range	143
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	19.98740395
Coefficient of variation (CV)	1.473465588
Kurtosis	7.99573138
Mean	13.56489362
Median Absolute Deviation (MAD)	6
Skewness	2.47949196
Sum	12751
Variance	399.4963168
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	384	40.9%
8	36	3.8%
6	23	2.4%
5	23	2.4%
16	22	2.3%
7	20	2.1%
10	19	2.0%
9	19	2.0%
13	18	1.9%
11	18	1.9%
Other values (71)	358	38.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	384	40.9%
1	10	1.1%
2	8	0.9%
3	9	1.0%
4	14	1.5%

Value	Count	Frequency (%)
143	1	0.1%
125	1	0.1%
122	1	0.1%
116	1	0.1%
115	1	0.1%

LightlyActiveMinutes
Real number (ℝ_≥0)

ZEROS

Distinct	335
Distinct (%)	35.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	192.812766
Minimum	0
Maximum	518
Zeros	84
Zeros (%)	8.9%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	127
median	199
Q3	264
95-th percentile	369.05
Maximum	518
Range	518
Interquartile range (IQR)	137

Descriptive statistics

Standard deviation	109.1746998
Coefficient of variation (CV)	0.5662213247
Kurtosis	-0.360117932
Mean	192.812766
Median Absolute Deviation (MAD)	69
Skewness	-0.03792934281
Sum	181244
Variance	11919.11507
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	84	8.9%
206	12	1.3%
258	10	1.1%
195	9	1.0%
214	8	0.9%
139	7	0.7%
238	7	0.7%
141	7	0.7%
199	7	0.7%
227	7	0.7%
Other values (325)	782	83.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	84	8.9%
1	3	0.3%
2	4	0.4%
3	3	0.3%
4	1	0.1%

Value	Count	Frequency (%)
518	1	0.1%
513	1	0.1%
512	1	0.1%
487	1	0.1%
480	1	0.1%

SedentaryMinutes
Real number (ℝ_≥0)

Distinct	549
Distinct (%)	58.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	991.2106383
Minimum	0
Maximum	1440
Zeros	1
Zeros (%)	0.1%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	536.7
Q1	729.75
median	1057.5
Q3	1229.5
95-th percentile	1440
Maximum	1440
Range	1440
Interquartile range (IQR)	499.75

Descriptive statistics

Standard deviation	301.2674368
Coefficient of variation (CV)	0.3039388654
Kurtosis	-0.6659500269
Mean	991.2106383
Median Absolute Deviation (MAD)	261
Skewness	-0.2944980897
Sum	931738
Variance	90762.06847
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1440	79	8.4%
1182	7	0.7%
692	6	0.6%
1112	5	0.5%
1131	5	0.5%
1122	5	0.5%
1105	5	0.5%
709	5	0.5%
1119	5	0.5%
728	5	0.5%
Other values (539)	813	86.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
2	1	0.1%
13	1	0.1%
48	1	0.1%
111	1	0.1%

Value	Count	Frequency (%)
1440	79	8.4%
1439	3	0.3%
1438	3	0.3%
1437	2	0.2%
1431	1	0.1%

Calories
Real number (ℝ_≥0)

Distinct	734
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2303.609574
Minimum	0
Maximum	4900
Zeros	4
Zeros (%)	0.4%
Memory size	7.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1372.85
Q1	1828.5
median	2134
Q3	2793.25
95-th percentile	3654.25
Maximum	4900
Range	4900
Interquartile range (IQR)	964.75

Descriptive statistics

Standard deviation	718.1668621
Coefficient of variation (CV)	0.3117571962
Kurtosis	0.6250269361
Mean	2303.609574
Median Absolute Deviation (MAD)	467
Skewness	0.4224504814
Sum	2165393
Variance	515763.6419
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1980	13	1.4%
2063	11	1.2%
1841	9	1.0%
1688	9	1.0%
1347	8	0.9%
2225	4	0.4%
1819	4	0.4%
2044	4	0.4%
1922	4	0.4%
0	4	0.4%
Other values (724)	870	92.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	0.4%
52	1	0.1%
57	1	0.1%
120	1	0.1%
257	1	0.1%

Value	Count	Frequency (%)
4900	1	0.1%
4552	1	0.1%
4547	1	0.1%
4546	1	0.1%
4501	1	0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Id	ActivityDate	TotalSteps	TotalDistance	TrackerDistance	VeryActiveDistance	ModeratelyActiveDistance	LightActiveDistance	VeryActiveMinutes	FairlyActiveMinutes	LightlyActiveMinutes	SedentaryMinutes	Calories
0	1503960366	4/12/2016	13162	8.50	8.50	1.88	0.55	6.06	25	13	328	728	1985
1	1503960366	4/13/2016	10735	6.97	6.97	1.57	0.69	4.71	21	19	217	776	1797
2	1503960366	4/14/2016	10460	6.74	6.74	2.44	0.40	3.91	30	11	181	1218	1776
3	1503960366	4/15/2016	9762	6.28	6.28	2.14	1.26	2.83	29	34	209	726	1745
4	1503960366	4/16/2016	12669	8.16	8.16	2.71	0.41	5.04	36	10	221	773	1863
5	1503960366	4/17/2016	9705	6.48	6.48	3.19	0.78	2.51	38	20	164	539	1728
6	1503960366	4/18/2016	13019	8.59	8.59	3.25	0.64	4.71	42	16	233	1149	1921
7	1503960366	4/19/2016	15506	9.88	9.88	3.53	1.32	5.03	50	31	264	775	2035
8	1503960366	4/20/2016	10544	6.68	6.68	1.96	0.48	4.24	28	12	205	818	1786
9	1503960366	4/21/2016	9819	6.34	6.34	1.34	0.35	4.65	19	8	211	838	1775

Last rows

	Id	ActivityDate	TotalSteps	TotalDistance	TrackerDistance	VeryActiveDistance	ModeratelyActiveDistance	LightActiveDistance	SedentaryActiveDistance	VeryActiveMinutes	FairlyActiveMinutes	LightlyActiveMinutes	SedentaryMinutes	Calories
930	8877689391	5/3/2016	10818	8.210000	8.210000	1.39	0.10	6.67	0.01	19	3	229	1189	2817
931	8877689391	5/4/2016	18193	16.299999	16.299999	10.42	0.31	5.53	0.00	66	8	212	1154	3477
932	8877689391	5/5/2016	14055	10.670000	10.670000	5.46	0.82	4.37	0.00	67	15	188	1170	3052
933	8877689391	5/6/2016	21727	19.340000	19.340000	12.79	0.29	6.16	0.00	96	17	232	1095	4015
934	8877689391	5/7/2016	12332	8.130000	8.130000	0.08	0.96	6.99	0.00	105	28	271	1036	4142
935	8877689391	5/8/2016	10686	8.110000	8.110000	1.08	0.20	6.80	0.00	17	4	245	1174	2847
936	8877689391	5/9/2016	20226	18.250000	18.250000	11.10	0.80	6.24	0.05	73	19	217	1131	3710
937	8877689391	5/10/2016	10733	8.150000	8.150000	1.35	0.46	6.28	0.00	18	11	224	1187	2832
938	8877689391	5/11/2016	21420	19.559999	19.559999	13.22	0.41	5.89	0.00	88	12	213	1127	3832
939	8877689391	5/12/2016	8064	6.120000	6.120000	1.82	0.04	4.25	0.00	23	1	137	770	1849

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows